Physionet Data Challenge 2019

Dataset statistics

Number of variables	44
Number of observations	40336
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	13.5 MiB
Average record size in memory	352.0 B

Variable types

Numeric	44

Alerts

`PatientID` is highly correlated with `BaseExcess` and 2 other fields	High correlation
`HR` is highly correlated with `O2Sat` and 21 other fields	High correlation
`O2Sat` is highly correlated with `HR` and 22 other fields	High correlation
`Temp` is highly correlated with `HR` and 18 other fields	High correlation
`SBP` is highly correlated with `HR` and 21 other fields	High correlation
`MAP` is highly correlated with `HR` and 22 other fields	High correlation
`DBP` is highly correlated with `HR` and 13 other fields	High correlation
`Resp` is highly correlated with `HR` and 20 other fields	High correlation
`BaseExcess` is highly correlated with `PatientID` and 7 other fields	High correlation
`HCO3` is highly correlated with `PatientID` and 6 other fields	High correlation
`FiO2` is highly correlated with `BaseExcess` and 6 other fields	High correlation
`pH` is highly correlated with `BaseExcess` and 9 other fields	High correlation
`PaCO2` is highly correlated with `BaseExcess` and 7 other fields	High correlation
`SaO2` is highly correlated with `BaseExcess` and 4 other fields	High correlation
`AST` is highly correlated with `Alkalinephos` and 1 other fields	High correlation
`BUN` is highly correlated with `HR` and 23 other fields	High correlation
`Alkalinephos` is highly correlated with `AST` and 1 other fields	High correlation
`Calcium` is highly correlated with `HR` and 18 other fields	High correlation
`Chloride` is highly correlated with `PatientID` and 12 other fields	High correlation
`Creatinine` is highly correlated with `HR` and 22 other fields	High correlation
`Glucose` is highly correlated with `O2Sat` and 9 other fields	High correlation
`Lactate` is highly correlated with `FiO2` and 4 other fields	High correlation
`Magnesium` is highly correlated with `HR` and 21 other fields	High correlation
`Phosphate` is highly correlated with `BUN` and 5 other fields	High correlation
`Potassium` is highly correlated with `HR` and 26 other fields	High correlation
`Bilirubin_total` is highly correlated with `AST` and 1 other fields	High correlation
`Hct` is highly correlated with `HR` and 24 other fields	High correlation
`Hgb` is highly correlated with `HR` and 21 other fields	High correlation
`PTT` is highly correlated with `HCO3` and 3 other fields	High correlation
`WBC` is highly correlated with `HR` and 21 other fields	High correlation
`Platelets` is highly correlated with `HR` and 23 other fields	High correlation
`Age` is highly correlated with `HR` and 21 other fields	High correlation
`Gender` is highly correlated with `HR` and 21 other fields	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`HospAdmTime` is highly correlated with `HR` and 21 other fields	High correlation
`ICULOS` is highly correlated with `HR` and 21 other fields	High correlation
`SepsisLabel` is highly correlated with `HR` and 21 other fields	High correlation
`Sepsis` is highly correlated with `HR` and 21 other fields	High correlation
`Hours` is highly correlated with `HR` and 21 other fields	High correlation
`PatientID` is highly correlated with `HCO3` and 1 other fields	High correlation
`HR` is highly correlated with `O2Sat` and 24 other fields	High correlation
`O2Sat` is highly correlated with `HR` and 24 other fields	High correlation
`Temp` is highly correlated with `HR` and 19 other fields	High correlation
`SBP` is highly correlated with `HR` and 22 other fields	High correlation
`MAP` is highly correlated with `HR` and 24 other fields	High correlation
`DBP` is highly correlated with `HR` and 18 other fields	High correlation
`Resp` is highly correlated with `HR` and 23 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 13 other fields	High correlation
`HCO3` is highly correlated with `PatientID` and 15 other fields	High correlation
`FiO2` is highly correlated with `HR` and 15 other fields	High correlation
`pH` is highly correlated with `BaseExcess` and 14 other fields	High correlation
`PaCO2` is highly correlated with `Temp` and 16 other fields	High correlation
`SaO2` is highly correlated with `BaseExcess` and 6 other fields	High correlation
`AST` is highly correlated with `BUN` and 6 other fields	High correlation
`BUN` is highly correlated with `HR` and 30 other fields	High correlation
`Alkalinephos` is highly correlated with `AST` and 6 other fields	High correlation
`Calcium` is highly correlated with `HR` and 23 other fields	High correlation
`Chloride` is highly correlated with `PatientID` and 16 other fields	High correlation
`Creatinine` is highly correlated with `HR` and 30 other fields	High correlation
`Glucose` is highly correlated with `HR` and 15 other fields	High correlation
`Lactate` is highly correlated with `BaseExcess` and 12 other fields	High correlation
`Magnesium` is highly correlated with `HR` and 28 other fields	High correlation
`Phosphate` is highly correlated with `HR` and 23 other fields	High correlation
`Potassium` is highly correlated with `HR` and 31 other fields	High correlation
`Bilirubin_total` is highly correlated with `AST` and 3 other fields	High correlation
`Hct` is highly correlated with `HR` and 27 other fields	High correlation
`Hgb` is highly correlated with `HR` and 30 other fields	High correlation
`PTT` is highly correlated with `BaseExcess` and 13 other fields	High correlation
`WBC` is highly correlated with `HR` and 32 other fields	High correlation
`Fibrinogen` is highly correlated with `AST` and 4 other fields	High correlation
`Platelets` is highly correlated with `HR` and 31 other fields	High correlation
`Age` is highly correlated with `HR` and 23 other fields	High correlation
`Gender` is highly correlated with `HR` and 23 other fields	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`HospAdmTime` is highly correlated with `HR` and 23 other fields	High correlation
`ICULOS` is highly correlated with `HR` and 23 other fields	High correlation
`SepsisLabel` is highly correlated with `HR` and 23 other fields	High correlation
`Sepsis` is highly correlated with `HR` and 23 other fields	High correlation
`Hours` is highly correlated with `HR` and 23 other fields	High correlation
`PatientID` is highly correlated with `HCO3` and 1 other fields	High correlation
`HR` is highly correlated with `O2Sat` and 14 other fields	High correlation
`O2Sat` is highly correlated with `HR` and 13 other fields	High correlation
`Temp` is highly correlated with `HR` and 10 other fields	High correlation
`SBP` is highly correlated with `HR` and 12 other fields	High correlation
`MAP` is highly correlated with `HR` and 14 other fields	High correlation
`DBP` is highly correlated with `HR` and 11 other fields	High correlation
`Resp` is highly correlated with `HR` and 12 other fields	High correlation
`BaseExcess` is highly correlated with `HCO3` and 4 other fields	High correlation
`HCO3` is highly correlated with `PatientID` and 3 other fields	High correlation
`FiO2` is highly correlated with `BaseExcess` and 4 other fields	High correlation
`pH` is highly correlated with `BaseExcess` and 4 other fields	High correlation
`PaCO2` is highly correlated with `BaseExcess` and 4 other fields	High correlation
`SaO2` is highly correlated with `FiO2` and 2 other fields	High correlation
`AST` is highly correlated with `Alkalinephos` and 1 other fields	High correlation
`BUN` is highly correlated with `Calcium` and 9 other fields	High correlation
`Alkalinephos` is highly correlated with `AST` and 1 other fields	High correlation
`Calcium` is highly correlated with `BUN` and 5 other fields	High correlation
`Chloride` is highly correlated with `PatientID` and 4 other fields	High correlation
`Creatinine` is highly correlated with `HR` and 19 other fields	High correlation
`Lactate` is highly correlated with `FiO2` and 2 other fields	High correlation
`Magnesium` is highly correlated with `BUN` and 8 other fields	High correlation
`Phosphate` is highly correlated with `BUN` and 3 other fields	High correlation
`Potassium` is highly correlated with `BUN` and 7 other fields	High correlation
`Bilirubin_total` is highly correlated with `AST` and 1 other fields	High correlation
`Hct` is highly correlated with `BUN` and 6 other fields	High correlation
`Hgb` is highly correlated with `BUN` and 6 other fields	High correlation
`PTT` is highly correlated with `HCO3` and 1 other fields	High correlation
`WBC` is highly correlated with `BUN` and 6 other fields	High correlation
`Platelets` is highly correlated with `HR` and 9 other fields	High correlation
`Age` is highly correlated with `HR` and 13 other fields	High correlation
`Gender` is highly correlated with `HR` and 13 other fields	High correlation
`Unit1` is highly correlated with `Unit2`	High correlation
`Unit2` is highly correlated with `Unit1`	High correlation
`HospAdmTime` is highly correlated with `HR` and 13 other fields	High correlation
`ICULOS` is highly correlated with `HR` and 13 other fields	High correlation
`SepsisLabel` is highly correlated with `HR` and 13 other fields	High correlation
`Sepsis` is highly correlated with `HR` and 13 other fields	High correlation
`Hours` is highly correlated with `HR` and 13 other fields	High correlation
`PatientID` has unique values	Unique
`DBP` has 7411 (18.4%) zeros	Zeros
`EtCO2` has 37120 (92.0%) zeros	Zeros
`BaseExcess` has 27126 (67.3%) zeros	Zeros
`HCO3` has 20119 (49.9%) zeros	Zeros
`FiO2` has 22527 (55.8%) zeros	Zeros
`pH` has 21401 (53.1%) zeros	Zeros
`PaCO2` has 21980 (54.5%) zeros	Zeros
`SaO2` has 27248 (67.6%) zeros	Zeros
`AST` has 25979 (64.4%) zeros	Zeros
`BUN` has 2018 (5.0%) zeros	Zeros
`Alkalinephos` has 26163 (64.9%) zeros	Zeros
`Calcium` has 5339 (13.2%) zeros	Zeros
`Chloride` has 18925 (46.9%) zeros	Zeros
`Creatinine` has 2049 (5.1%) zeros	Zeros
`Bilirubin_direct` has 38279 (94.9%) zeros	Zeros
`Glucose` has 1580 (3.9%) zeros	Zeros
`Lactate` has 27843 (69.0%) zeros	Zeros
`Magnesium` has 4931 (12.2%) zeros	Zeros
`Phosphate` has 12015 (29.8%) zeros	Zeros
`Potassium` has 1867 (4.6%) zeros	Zeros
`Bilirubin_total` has 26088 (64.7%) zeros	Zeros
`TroponinI` has 33283 (82.5%) zeros	Zeros
`Hct` has 2317 (5.7%) zeros	Zeros
`Hgb` has 2448 (6.1%) zeros	Zeros
`PTT` has 20098 (49.8%) zeros	Zeros
`WBC` has 2625 (6.5%) zeros	Zeros
`Fibrinogen` has 35821 (88.8%) zeros	Zeros
`Platelets` has 2577 (6.4%) zeros	Zeros
`Unit1` has 15617 (38.7%) zeros	Zeros
`Unit2` has 15617 (38.7%) zeros	Zeros

Reproduction

Analysis started	2021-11-29 10:26:14.731382
Analysis finished	2021-11-29 10:26:32.574625
Duration	17.84 seconds
Software version	pandas-profiling v3.1.1
Download configuration	config.json

PatientID
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	40336
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59671.27286

Minimum	1
Maximum	120000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2017.75
Q1	10084.75
median	20475.5
Q3	109916.25
95-th percentile	117983.25
Maximum	120000
Range	119999
Interquartile range (IQR)	99831.5

Descriptive statistics

Standard deviation	50251.33712
Coefficient of variation (CV)	0.842136169
Kurtosis	-1.946653503
Mean	59671.27286
Median Absolute Deviation (MAD)	20307
Skewness	0.01560297418
Sum	2406900462
Variance	2525196883
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
106559	1	< 0.1%
106552	1	< 0.1%
106553	1	< 0.1%
106554	1	< 0.1%
106555	1	< 0.1%
106556	1	< 0.1%
106557	1	< 0.1%
106558	1	< 0.1%
106560	1	< 0.1%
Other values (40326)	40326	> 99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
120000	1	< 0.1%
119999	1	< 0.1%
119998	1	< 0.1%
119997	1	< 0.1%
119996	1	< 0.1%
119995	1	< 0.1%
119994	1	< 0.1%
119993	1	< 0.1%
119992	1	< 0.1%
119991	1	< 0.1%

HR
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	266
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	34.67897164

Minimum	0
Maximum	333
Zeros	5
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	10
Q1	21
median	35
Q3	43
95-th percentile	55
Maximum	333
Range	333
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	22.09661892
Coefficient of variation (CV)	0.6371763025
Kurtosis	38.58764829
Mean	34.67897164
Median Absolute Deviation (MAD)	11
Skewness	4.51879553
Sum	1398811
Variance	488.2605678
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	1308	3.2%
38	1248	3.1%
36	1229	3.0%
37	1215	3.0%
39	1208	3.0%
40	1155	2.9%
42	1113	2.8%
41	1106	2.7%
34	1054	2.6%
44	998	2.5%
Other values (256)	28702	71.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	< 0.1%
1	12	< 0.1%
2	46	0.1%
3	127	0.3%
4	219	0.5%
5	221	0.5%
6	234	0.6%
7	377	0.9%
8	328	0.8%
9	329	0.8%

Value	Count	Frequency (%)
333	1	< 0.1%
328	4	< 0.1%
324	1	< 0.1%
321	1	< 0.1%
318	1	< 0.1%
312	1	< 0.1%
311	2	< 0.1%
310	1	< 0.1%
308	1	< 0.1%
307	1	< 0.1%

O2Sat
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	266
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.4558211

Minimum	0
Maximum	331
Zeros	18
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	20
median	33
Q3	42
95-th percentile	54
Maximum	331
Range	331
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	21.96750436
Coefficient of variation (CV)	0.6566123213
Kurtosis	37.39321777
Mean	33.4558211
Median Absolute Deviation (MAD)	11
Skewness	4.421361261
Sum	1349474
Variance	482.5712476
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	1249	3.1%
36	1198	3.0%
39	1170	2.9%
38	1145	2.8%
37	1126	2.8%
40	1103	2.7%
42	1059	2.6%
41	1053	2.6%
34	1035	2.6%
19	1012	2.5%
Other values (256)	29186	72.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	< 0.1%
1	22	0.1%
2	84	0.2%
3	179	0.4%
4	257	0.6%
5	288	0.7%
6	278	0.7%
7	428	1.1%
8	397	1.0%
9	417	1.0%

Value	Count	Frequency (%)
331	1	< 0.1%
328	2	< 0.1%
327	1	< 0.1%
325	1	< 0.1%
323	2	< 0.1%
318	1	< 0.1%
312	2	< 0.1%
310	1	< 0.1%
308	2	< 0.1%
304	1	< 0.1%

Temp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	155
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.02127132

Minimum	0
Maximum	282
Zeros	284
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	3
Q1	6
median	10
Q3	15
95-th percentile	37
Maximum	282
Range	282
Interquartile range (IQR)	9

Descriptive statistics

Standard deviation	12.29054059
Coefficient of variation (CV)	0.9438817679
Kurtosis	38.28440192
Mean	13.02127132
Median Absolute Deviation (MAD)	4
Skewness	4.26450895
Sum	525226
Variance	151.0573881
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9	2989	7.4%
10	2904	7.2%
11	2701	6.7%
5	2664	6.6%
8	2548	6.3%
4	2503	6.2%
7	2388	5.9%
6	2385	5.9%
12	2197	5.4%
13	1804	4.5%
Other values (145)	15253	37.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	284	0.7%
1	469	1.2%
2	1019	2.5%
3	1761	4.4%
4	2503	6.2%
5	2664	6.6%
6	2385	5.9%
7	2388	5.9%
8	2548	6.3%
9	2989	7.4%

Value	Count	Frequency (%)
282	1	< 0.1%
216	1	< 0.1%
214	1	< 0.1%
213	1	< 0.1%
206	1	< 0.1%
205	1	< 0.1%
196	2	< 0.1%
195	1	< 0.1%
194	1	< 0.1%
180	1	< 0.1%

SBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	269
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.87249603

Minimum	0
Maximum	332
Zeros	282
Zeros (%)	0.7%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	19
median	33
Q3	42
95-th percentile	54
Maximum	332
Range	332
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	21.84777976
Coefficient of variation (CV)	0.6646218691
Kurtosis	37.74020191
Mean	32.87249603
Median Absolute Deviation (MAD)	11
Skewness	4.380467097
Sum	1325945
Variance	477.3254803
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	1247	3.1%
37	1197	3.0%
36	1163	2.9%
38	1155	2.9%
39	1100	2.7%
19	1082	2.7%
34	1058	2.6%
18	1056	2.6%
21	1051	2.6%
40	1045	2.6%
Other values (259)	29182	72.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	282	0.7%
1	74	0.2%
2	93	0.2%
3	199	0.5%
4	273	0.7%
5	274	0.7%
6	246	0.6%
7	410	1.0%
8	381	0.9%
9	384	1.0%

Value	Count	Frequency (%)
332	1	< 0.1%
330	1	< 0.1%
326	1	< 0.1%
325	1	< 0.1%
322	1	< 0.1%
321	1	< 0.1%
316	1	< 0.1%
312	1	< 0.1%
311	1	< 0.1%
310	1	< 0.1%

MAP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	267
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.6904998

Minimum	0
Maximum	332
Zeros	104
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	9
Q1	20
median	34
Q3	43
95-th percentile	55
Maximum	332
Range	332
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.03633825
Coefficient of variation (CV)	0.6540816662
Kurtosis	37.64697766
Mean	33.6904998
Median Absolute Deviation (MAD)	11
Skewness	4.429640001
Sum	1358940
Variance	485.6002033
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	1308	3.2%
37	1250	3.1%
36	1201	3.0%
38	1186	2.9%
39	1120	2.8%
40	1099	2.7%
41	1053	2.6%
42	1050	2.6%
34	1049	2.6%
19	1009	2.5%
Other values (257)	29011	71.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	104	0.3%
1	126	0.3%
2	166	0.4%
3	212	0.5%
4	218	0.5%
5	207	0.5%
6	216	0.5%
7	411	1.0%
8	348	0.9%
9	349	0.9%

Value	Count	Frequency (%)
332	1	< 0.1%
329	1	< 0.1%
328	1	< 0.1%
326	1	< 0.1%
324	1	< 0.1%
322	1	< 0.1%
319	1	< 0.1%
311	2	< 0.1%
309	1	< 0.1%
308	1	< 0.1%

DBP
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	260
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	26.4194764

Minimum	0
Maximum	332
Zeros	7411
Zeros (%)	18.4%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	24
Q3	39
95-th percentile	53
Maximum	332
Range	332
Interquartile range (IQR)	29

Descriptive statistics

Standard deviation	23.87475816
Coefficient of variation (CV)	0.9036802169
Kurtosis	24.59758864
Mean	26.4194764
Median Absolute Deviation (MAD)	15
Skewness	3.204315792
Sum	1065656
Variance	570.0040773
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7411	18.4%
21	951	2.4%
35	946	2.3%
20	940	2.3%
19	932	2.3%
37	932	2.3%
38	917	2.3%
36	910	2.3%
39	902	2.2%
18	881	2.2%
Other values (250)	24614	61.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	7411	18.4%
1	191	0.5%
2	188	0.5%
3	268	0.7%
4	319	0.8%
5	302	0.7%
6	242	0.6%
7	374	0.9%
8	333	0.8%
9	328	0.8%

Value	Count	Frequency (%)
332	1	< 0.1%
326	1	< 0.1%
325	1	< 0.1%
322	1	< 0.1%
316	1	< 0.1%
313	1	< 0.1%
312	1	< 0.1%
311	1	< 0.1%
308	1	< 0.1%
306	1	< 0.1%

Resp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	262
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.57325962

Minimum	0
Maximum	327
Zeros	71
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	8
Q1	19
median	32
Q3	41
95-th percentile	54
Maximum	327
Range	327
Interquartile range (IQR)	22

Descriptive statistics

Standard deviation	21.40425304
Coefficient of variation (CV)	0.6571111793
Kurtosis	36.79536374
Mean	32.57325962
Median Absolute Deviation (MAD)	11
Skewness	4.341771675
Sum	1313875
Variance	458.1420483
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35	1229	3.0%
37	1173	2.9%
38	1167	2.9%
36	1150	2.9%
39	1086	2.7%
40	1061	2.6%
41	1037	2.6%
34	1037	2.6%
19	1012	2.5%
33	1010	2.5%
Other values (252)	29374	72.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	71	0.2%
1	65	0.2%
2	89	0.2%
3	221	0.5%
4	300	0.7%
5	310	0.8%
6	304	0.8%
7	413	1.0%
8	409	1.0%
9	428	1.1%

Value	Count	Frequency (%)
327	1	< 0.1%
323	1	< 0.1%
321	1	< 0.1%
315	1	< 0.1%
313	1	< 0.1%
309	2	< 0.1%
302	2	< 0.1%
300	1	< 0.1%
298	2	< 0.1%
297	2	< 0.1%

EtCO2
Real number (ℝ_≥0)

ZEROS

Distinct	130
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.428897263

Minimum	0
Maximum	308
Zeros	37120
Zeros (%)	92.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	6
Maximum	308
Range	308
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	8.557861422
Coefficient of variation (CV)	5.989136969
Kurtosis	299.6242785
Mean	1.428897263
Median Absolute Deviation (MAD)	0
Skewness	13.8235408
Sum	57636
Variance	73.23699212
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37120	92.0%
2	284	0.7%
1	231	0.6%
3	221	0.5%
4	178	0.4%
6	154	0.4%
5	143	0.4%
7	122	0.3%
8	97	0.2%
11	93	0.2%
Other values (120)	1693	4.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	37120	92.0%
1	231	0.6%
2	284	0.7%
3	221	0.5%
4	178	0.4%
5	143	0.4%
6	154	0.4%
7	122	0.3%
8	97	0.2%
9	75	0.2%

Value	Count	Frequency (%)
308	1	< 0.1%
293	1	< 0.1%
287	1	< 0.1%
255	1	< 0.1%
246	1	< 0.1%
238	1	< 0.1%
225	1	< 0.1%
222	1	< 0.1%
220	1	< 0.1%
217	1	< 0.1%

BaseExcess
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	66
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.086101745

Minimum	0
Maximum	112
Zeros	27126
Zeros (%)	67.3%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	2
95-th percentile	11
Maximum	112
Range	112
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	4.621227635
Coefficient of variation (CV)	2.215245563
Kurtosis	46.74251388
Mean	2.086101745
Median Absolute Deviation (MAD)	0
Skewness	4.761833485
Sum	84145
Variance	21.35574485
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27126	67.3%
1	1941	4.8%
2	1585	3.9%
4	1388	3.4%
3	1302	3.2%
5	1192	3.0%
6	1038	2.6%
7	811	2.0%
8	769	1.9%
9	574	1.4%
Other values (56)	2610	6.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27126	67.3%
1	1941	4.8%
2	1585	3.9%
3	1302	3.2%
4	1388	3.4%
5	1192	3.0%
6	1038	2.6%
7	811	2.0%
8	769	1.9%
9	574	1.4%

Value	Count	Frequency (%)
112	1	< 0.1%
104	1	< 0.1%
90	1	< 0.1%
85	1	< 0.1%
82	1	< 0.1%
81	1	< 0.1%
70	1	< 0.1%
68	1	< 0.1%
66	1	< 0.1%
65	2	< 0.1%

HCO3
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	43
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.612157874

Minimum	0
Maximum	85
Zeros	20119
Zeros (%)	49.9%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	6
Maximum	85
Range	85
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.559540631
Coefficient of variation (CV)	1.587648873
Kurtosis	59.74813623
Mean	1.612157874
Median Absolute Deviation (MAD)	1
Skewness	4.684876614
Sum	65028
Variance	6.55124824
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	20119	49.9%
2	6154	15.3%
3	4118	10.2%
1	4012	9.9%
4	2363	5.9%
5	1069	2.7%
6	973	2.4%
8	411	1.0%
7	363	0.9%
9	177	0.4%
Other values (33)	577	1.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20119	49.9%
1	4012	9.9%
2	6154	15.3%
3	4118	10.2%
4	2363	5.9%
5	1069	2.7%
6	973	2.4%
7	363	0.9%
8	411	1.0%
9	177	0.4%

Value	Count	Frequency (%)
85	1	< 0.1%
49	1	< 0.1%
45	1	< 0.1%
43	1	< 0.1%
42	2	< 0.1%
39	1	< 0.1%
37	2	< 0.1%
36	3	< 0.1%
35	2	< 0.1%
33	1	< 0.1%

FiO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	92
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.207184649

Minimum	0
Maximum	133
Zeros	22527
Zeros (%)	55.8%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	15
Maximum	133
Range	133
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	6.446987159
Coefficient of variation (CV)	2.010170247
Kurtosis	40.79745152
Mean	3.207184649
Median Absolute Deviation (MAD)	0
Skewness	4.698529699
Sum	129365
Variance	41.56364343
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22527	55.8%
1	3240	8.0%
2	1964	4.9%
3	1759	4.4%
4	1475	3.7%
5	1198	3.0%
6	1062	2.6%
7	885	2.2%
8	775	1.9%
9	676	1.7%
Other values (82)	4775	11.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	22527	55.8%
1	3240	8.0%
2	1964	4.9%
3	1759	4.4%
4	1475	3.7%
5	1198	3.0%
6	1062	2.6%
7	885	2.2%
8	775	1.9%
9	676	1.7%

Value	Count	Frequency (%)
133	1	< 0.1%
116	1	< 0.1%
112	1	< 0.1%
111	1	< 0.1%
96	1	< 0.1%
92	1	< 0.1%
90	2	< 0.1%
89	2	< 0.1%
87	1	< 0.1%
86	1	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	72
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.666922848

Minimum	0
Maximum	124
Zeros	21401
Zeros (%)	53.1%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	4
95-th percentile	12
Maximum	124
Range	124
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	5.000736548
Coefficient of variation (CV)	1.875096069
Kurtosis	41.66933357
Mean	2.666922848
Median Absolute Deviation (MAD)	0
Skewness	4.375676046
Sum	107573
Variance	25.00736602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21401	53.1%
1	4447	11.0%
2	2579	6.4%
3	1715	4.3%
4	1601	4.0%
5	1358	3.4%
6	1220	3.0%
7	1012	2.5%
8	941	2.3%
9	719	1.8%
Other values (62)	3343	8.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21401	53.1%
1	4447	11.0%
2	2579	6.4%
3	1715	4.3%
4	1601	4.0%
5	1358	3.4%
6	1220	3.0%
7	1012	2.5%
8	941	2.3%
9	719	1.8%

Value	Count	Frequency (%)
124	1	< 0.1%
110	1	< 0.1%
92	1	< 0.1%
86	1	< 0.1%
84	1	< 0.1%
82	1	< 0.1%
74	1	< 0.1%
70	1	< 0.1%
68	1	< 0.1%
66	1	< 0.1%

PaCO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	56
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.139552757

Minimum	0
Maximum	112
Zeros	21980
Zeros (%)	54.5%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	10
Maximum	112
Range	112
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.005417979
Coefficient of variation (CV)	1.872081895
Kurtosis	43.28526748
Mean	2.139552757
Median Absolute Deviation (MAD)	0
Skewness	4.342797685
Sum	86301
Variance	16.04337319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	21980	54.5%
1	4651	11.5%
2	2897	7.2%
3	2162	5.4%
4	1732	4.3%
5	1434	3.6%
6	1088	2.7%
7	943	2.3%
8	737	1.8%
9	621	1.5%
Other values (46)	2091	5.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	21980	54.5%
1	4651	11.5%
2	2897	7.2%
3	2162	5.4%
4	1732	4.3%
5	1434	3.6%
6	1088	2.7%
7	943	2.3%
8	737	1.8%
9	621	1.5%

Value	Count	Frequency (%)
112	1	< 0.1%
83	1	< 0.1%
82	1	< 0.1%
64	1	< 0.1%
58	2	< 0.1%
54	2	< 0.1%
52	1	< 0.1%
50	1	< 0.1%
49	1	< 0.1%
48	2	< 0.1%

SaO2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.327870885

Minimum	0
Maximum	89
Zeros	27248
Zeros (%)	67.6%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	7
Maximum	89
Range	89
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	3.21999805
Coefficient of variation (CV)	2.424933092
Kurtosis	70.31673725
Mean	1.327870885
Median Absolute Deviation (MAD)	0
Skewness	5.822948902
Sum	53561
Variance	10.36838744
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	27248	67.6%
1	4034	10.0%
2	2428	6.0%
3	1417	3.5%
4	1280	3.2%
5	859	2.1%
6	705	1.7%
7	494	1.2%
8	375	0.9%
9	300	0.7%
Other values (43)	1196	3.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27248	67.6%
1	4034	10.0%
2	2428	6.0%
3	1417	3.5%
4	1280	3.2%
5	859	2.1%
6	705	1.7%
7	494	1.2%
8	375	0.9%
9	300	0.7%

Value	Count	Frequency (%)
89	1	< 0.1%
83	1	< 0.1%
68	1	< 0.1%
64	1	< 0.1%
63	1	< 0.1%
60	1	< 0.1%
58	2	< 0.1%
56	1	< 0.1%
55	1	< 0.1%
50	1	< 0.1%

AST
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	27
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6243306228

Minimum	0
Maximum	71
Zeros	25979
Zeros (%)	64.4%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	71
Range	71
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.295532864
Coefficient of variation (CV)	2.075074996
Kurtosis	268.1563188
Mean	0.6243306228
Median Absolute Deviation (MAD)	0
Skewness	8.810777053
Sum	25183
Variance	1.678405403
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
0	25979	64.4%
1	8712	21.6%
2	3570	8.9%
3	985	2.4%
4	507	1.3%
5	187	0.5%
6	158	0.4%
7	64	0.2%
8	50	0.1%
9	26	0.1%
Other values (17)	98	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	25979	64.4%
1	8712	21.6%
2	3570	8.9%
3	985	2.4%
4	507	1.3%
5	187	0.5%
6	158	0.4%
7	64	0.2%
8	50	0.1%
9	26	0.1%

Value	Count	Frequency (%)
71	1	< 0.1%
30	2	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
23	2	< 0.1%
22	2	< 0.1%
21	2	< 0.1%
20	2	< 0.1%
18	1	< 0.1%
17	2	< 0.1%

BUN
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	45
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.64200714

Minimum	0
Maximum	79
Zeros	2018
Zeros (%)	5.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	79
Range	79
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.401502479
Coefficient of variation (CV)	0.9089689589
Kurtosis	62.42669265
Mean	2.64200714
Median Absolute Deviation (MAD)	1
Skewness	5.013111263
Sum	106568
Variance	5.767214159
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
2	12804	31.7%
1	9921	24.6%
3	7349	18.2%
4	3555	8.8%
0	2018	5.0%
5	1508	3.7%
6	1193	3.0%
7	525	1.3%
8	503	1.2%
9	233	0.6%
Other values (35)	727	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2018	5.0%
1	9921	24.6%
2	12804	31.7%
3	7349	18.2%
4	3555	8.8%
5	1508	3.7%
6	1193	3.0%
7	525	1.3%
8	503	1.2%
9	233	0.6%

Value	Count	Frequency (%)
79	1	< 0.1%
47	1	< 0.1%
45	1	< 0.1%
44	1	< 0.1%
42	1	< 0.1%
40	1	< 0.1%
39	1	< 0.1%
38	2	< 0.1%
37	1	< 0.1%
36	1	< 0.1%

Alkalinephos
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	28
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6183310194

Minimum	0
Maximum	69
Zeros	26163
Zeros (%)	64.9%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	3
Maximum	69
Range	69
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.299952856
Coefficient of variation (CV)	2.1023575
Kurtosis	248.1361222
Mean	0.6183310194
Median Absolute Deviation (MAD)	0
Skewness	8.692388444
Sum	24941
Variance	1.689877428
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=28)

Value	Count	Frequency (%)
0	26163	64.9%
1	8602	21.3%
2	3504	8.7%
3	976	2.4%
4	511	1.3%
5	184	0.5%
6	154	0.4%
7	70	0.2%
8	47	0.1%
9	24	0.1%
Other values (18)	101	0.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26163	64.9%
1	8602	21.3%
2	3504	8.7%
3	976	2.4%
4	511	1.3%
5	184	0.5%
6	154	0.4%
7	70	0.2%
8	47	0.1%
9	24	0.1%

Value	Count	Frequency (%)
69	1	< 0.1%
31	1	< 0.1%
30	2	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
23	2	< 0.1%
22	2	< 0.1%
21	1	< 0.1%
20	2	< 0.1%
18	2	< 0.1%

Calcium
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	49
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.264255256

Minimum	0
Maximum	67
Zeros	5339
Zeros (%)	13.2%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	67
Range	67
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.430092647
Coefficient of variation (CV)	1.073241473
Kurtosis	78.2375506
Mean	2.264255256
Median Absolute Deviation (MAD)	1
Skewness	5.787450112
Sum	91331
Variance	5.905350272
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=49)

Value	Count	Frequency (%)
2	11211	27.8%
1	11194	27.8%
3	6122	15.2%
0	5339	13.2%
4	2674	6.6%
5	1337	3.3%
6	782	1.9%
7	504	1.2%
8	328	0.8%
9	206	0.5%
Other values (39)	639	1.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5339	13.2%
1	11194	27.8%
2	11211	27.8%
3	6122	15.2%
4	2674	6.6%
5	1337	3.3%
6	782	1.9%
7	504	1.2%
8	328	0.8%
9	206	0.5%

Value	Count	Frequency (%)
67	1	< 0.1%
62	1	< 0.1%
58	1	< 0.1%
52	1	< 0.1%
50	2	< 0.1%
48	2	< 0.1%
47	1	< 0.1%
44	1	< 0.1%
41	1	< 0.1%
39	1	< 0.1%

Chloride
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	44
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.746975407

Minimum	0
Maximum	76
Zeros	18925
Zeros (%)	46.9%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	3
95-th percentile	6
Maximum	76
Range	76
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.75545879
Coefficient of variation (CV)	1.577273944
Kurtosis	47.79636987
Mean	1.746975407
Median Absolute Deviation (MAD)	1
Skewness	4.549743988
Sum	70466
Variance	7.592553142
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
0	18925	46.9%
2	6288	15.6%
1	4641	11.5%
3	4055	10.1%
4	2348	5.8%
5	1156	2.9%
6	1019	2.5%
8	474	1.2%
7	449	1.1%
9	225	0.6%
Other values (34)	756	1.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18925	46.9%
1	4641	11.5%
2	6288	15.6%
3	4055	10.1%
4	2348	5.8%
5	1156	2.9%
6	1019	2.5%
7	449	1.1%
8	474	1.2%
9	225	0.6%

Value	Count	Frequency (%)
76	1	< 0.1%
48	1	< 0.1%
47	1	< 0.1%
45	2	< 0.1%
44	2	< 0.1%
42	6	< 0.1%
40	1	< 0.1%
39	1	< 0.1%
38	1	< 0.1%
37	4	< 0.1%

Creatinine
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	30
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.345696152

Minimum	0
Maximum	79
Zeros	2049
Zeros (%)	5.1%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	79
Range	79
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.890740736
Coefficient of variation (CV)	0.8060467396
Kurtosis	88.98225287
Mean	2.345696152
Median Absolute Deviation (MAD)	1
Skewness	4.942139008
Sum	94616
Variance	3.574900529
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=30)

Value	Count	Frequency (%)
2	13444	33.3%
1	11014	27.3%
3	7727	19.2%
4	3055	7.6%
0	2049	5.1%
5	1297	3.2%
6	613	1.5%
7	367	0.9%
8	204	0.5%
9	148	0.4%
Other values (20)	418	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2049	5.1%
1	11014	27.3%
2	13444	33.3%
3	7727	19.2%
4	3055	7.6%
5	1297	3.2%
6	613	1.5%
7	367	0.9%
8	204	0.5%
9	148	0.4%

Value	Count	Frequency (%)
79	1	< 0.1%
32	1	< 0.1%
27	2	< 0.1%
26	2	< 0.1%
25	1	< 0.1%
24	4	< 0.1%
23	4	< 0.1%
22	5	< 0.1%
21	5	< 0.1%
20	7	< 0.1%

Bilirubin_direct
Real number (ℝ_≥0)

ZEROS

Distinct	13
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.07412733042

Minimum	0
Maximum	13
Zeros	38279
Zeros (%)	94.9%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	13
Range	13
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4115103319
Coefficient of variation (CV)	5.551398243
Kurtosis	178.3339449
Mean	0.07412733042
Median Absolute Deviation (MAD)	0
Skewness	10.62561942
Sum	2990
Variance	0.1693407532
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
0	38279	94.9%
1	1568	3.9%
2	304	0.8%
3	79	0.2%
4	51	0.1%
5	17	< 0.1%
6	16	< 0.1%
8	10	< 0.1%
7	5	< 0.1%
10	3	< 0.1%
Other values (3)	4	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	38279	94.9%
1	1568	3.9%
2	304	0.8%
3	79	0.2%
4	51	0.1%
5	17	< 0.1%
6	16	< 0.1%
7	5	< 0.1%
8	10	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
13	1	< 0.1%
12	1	< 0.1%
11	2	< 0.1%
10	3	< 0.1%
8	10	< 0.1%
7	5	< 0.1%
6	16	< 0.1%
5	17	< 0.1%
4	51	0.1%
3	79	0.2%

Glucose
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	101
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.582606109

Minimum	0
Maximum	154
Zeros	1580
Zeros (%)	3.9%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	9
95-th percentile	21
Maximum	154
Range	154
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	7.641244288
Coefficient of variation (CV)	1.160823565
Kurtosis	38.89265385
Mean	6.582606109
Median Absolute Deviation (MAD)	3
Skewness	4.149236373
Sum	265516
Variance	58.38861427
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	6506	16.1%
1	5429	13.5%
3	4738	11.7%
4	3508	8.7%
5	2605	6.5%
6	2059	5.1%
7	1815	4.5%
8	1596	4.0%
0	1580	3.9%
9	1498	3.7%
Other values (91)	9002	22.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1580	3.9%
1	5429	13.5%
2	6506	16.1%
3	4738	11.7%
4	3508	8.7%
5	2605	6.5%
6	2059	5.1%
7	1815	4.5%
8	1596	4.0%
9	1498	3.7%

Value	Count	Frequency (%)
154	1	< 0.1%
151	1	< 0.1%
147	2	< 0.1%
144	1	< 0.1%
140	1	< 0.1%
128	1	< 0.1%
124	1	< 0.1%
122	1	< 0.1%
119	1	< 0.1%
116	1	< 0.1%

Lactate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	46
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.027518842

Minimum	0
Maximum	63
Zeros	27843
Zeros (%)	69.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	6
Maximum	63
Range	63
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	2.65426701
Coefficient of variation (CV)	2.583180865
Kurtosis	67.63020111
Mean	1.027518842
Median Absolute Deviation (MAD)	0
Skewness	6.195106397
Sum	41446
Variance	7.04513336
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=46)

Value	Count	Frequency (%)
0	27843	69.0%
1	4783	11.9%
2	2690	6.7%
3	1373	3.4%
4	1045	2.6%
5	573	1.4%
6	521	1.3%
7	347	0.9%
8	286	0.7%
10	165	0.4%
Other values (36)	710	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	27843	69.0%
1	4783	11.9%
2	2690	6.7%
3	1373	3.4%
4	1045	2.6%
5	573	1.4%
6	521	1.3%
7	347	0.9%
8	286	0.7%
9	148	0.4%

Value	Count	Frequency (%)
63	1	< 0.1%
56	1	< 0.1%
55	1	< 0.1%
50	3	< 0.1%
47	2	< 0.1%
46	2	< 0.1%
43	2	< 0.1%
42	2	< 0.1%
39	2	< 0.1%
38	1	< 0.1%

Magnesium
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	43
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.428376636

Minimum	0
Maximum	80
Zeros	4931
Zeros (%)	12.2%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	80
Range	80
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.489572054
Coefficient of variation (CV)	1.025200134
Kurtosis	56.87257196
Mean	2.428376636
Median Absolute Deviation (MAD)	1
Skewness	4.765065458
Sum	97951
Variance	6.197969012
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
2	11109	27.5%
1	10295	25.5%
3	6022	14.9%
0	4931	12.2%
4	3546	8.8%
5	1421	3.5%
6	1189	2.9%
8	463	1.1%
7	419	1.0%
10	222	0.6%
Other values (33)	719	1.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4931	12.2%
1	10295	25.5%
2	11109	27.5%
3	6022	14.9%
4	3546	8.8%
5	1421	3.5%
6	1189	2.9%
7	419	1.0%
8	463	1.1%
9	202	0.5%

Value	Count	Frequency (%)
80	1	< 0.1%
44	1	< 0.1%
42	2	< 0.1%
40	2	< 0.1%
39	3	< 0.1%
38	1	< 0.1%
37	2	< 0.1%
36	1	< 0.1%
35	1	< 0.1%
33	1	< 0.1%

Phosphate
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.544550774

Minimum	0
Maximum	76
Zeros	12015
Zeros (%)	29.8%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	76
Range	76
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.827234583
Coefficient of variation (CV)	1.183020082
Kurtosis	89.51114998
Mean	1.544550774
Median Absolute Deviation (MAD)	1
Skewness	4.799045502
Sum	62301
Variance	3.338786222
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	12015	29.8%
1	11505	28.5%
2	9130	22.6%
3	4132	10.2%
4	1651	4.1%
5	745	1.8%
6	410	1.0%
7	228	0.6%
8	146	0.4%
9	96	0.2%
Other values (19)	278	0.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12015	29.8%
1	11505	28.5%
2	9130	22.6%
3	4132	10.2%
4	1651	4.1%
5	745	1.8%
6	410	1.0%
7	228	0.6%
8	146	0.4%
9	96	0.2%

Value	Count	Frequency (%)
76	1	< 0.1%
31	1	< 0.1%
28	1	< 0.1%
26	4	< 0.1%
25	1	< 0.1%
23	2	< 0.1%
22	3	< 0.1%
21	2	< 0.1%
20	3	< 0.1%
19	10	< 0.1%

Potassium
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	57
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.583027568

Minimum	0
Maximum	81
Zeros	1867
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	10
Maximum	81
Range	81
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	3.651856928
Coefficient of variation (CV)	1.019209833
Kurtosis	42.11227847
Mean	3.583027568
Median Absolute Deviation (MAD)	1
Skewness	4.451051989
Sum	144525
Variance	13.33605902
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	9983	24.7%
1	7869	19.5%
3	6601	16.4%
4	4314	10.7%
5	2540	6.3%
6	1949	4.8%
0	1867	4.6%
7	1261	3.1%
8	1058	2.6%
9	659	1.6%
Other values (47)	2235	5.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1867	4.6%
1	7869	19.5%
2	9983	24.7%
3	6601	16.4%
4	4314	10.7%
5	2540	6.3%
6	1949	4.8%
7	1261	3.1%
8	1058	2.6%
9	659	1.6%

Value	Count	Frequency (%)
81	1	< 0.1%
77	1	< 0.1%
76	1	< 0.1%
66	1	< 0.1%
61	1	< 0.1%
59	2	< 0.1%
52	3	< 0.1%
51	3	< 0.1%
49	1	< 0.1%
48	1	< 0.1%

Bilirubin_total
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	24
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5737058707

Minimum	0
Maximum	73
Zeros	26088
Zeros (%)	64.7%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	2
Maximum	73
Range	73
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.147170566
Coefficient of variation (CV)	1.999579619
Kurtosis	436.3002398
Mean	0.5737058707
Median Absolute Deviation (MAD)	0
Skewness	10.30497772
Sum	23141
Variance	1.316000309
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
0	26088	64.7%
1	9289	23.0%
2	3143	7.8%
3	1026	2.5%
4	344	0.9%
5	174	0.4%
6	106	0.3%
7	68	0.2%
8	30	0.1%
9	15	< 0.1%
Other values (14)	53	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	26088	64.7%
1	9289	23.0%
2	3143	7.8%
3	1026	2.5%
4	344	0.9%
5	174	0.4%
6	106	0.3%
7	68	0.2%
8	30	0.1%
9	15	< 0.1%

Value	Count	Frequency (%)
73	1	< 0.1%
30	1	< 0.1%
26	1	< 0.1%
23	1	< 0.1%
21	1	< 0.1%
18	1	< 0.1%
17	1	< 0.1%
16	2	< 0.1%
15	3	< 0.1%
14	4	< 0.1%

TroponinI
Real number (ℝ_≥0)

ZEROS

Distinct	15
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.3664468465

Minimum	0
Maximum	17
Zeros	33283
Zeros (%)	82.5%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	17
Range	17
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.00471862
Coefficient of variation (CV)	2.741785418
Kurtosis	20.67235827
Mean	0.3664468465
Median Absolute Deviation (MAD)	0
Skewness	3.896794737
Sum	14781
Variance	1.009459506
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0	33283	82.5%
1	3261	8.1%
2	1841	4.6%
3	965	2.4%
4	488	1.2%
5	246	0.6%
6	120	0.3%
7	78	0.2%
8	28	0.1%
9	14	< 0.1%
Other values (5)	12	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	33283	82.5%
1	3261	8.1%
2	1841	4.6%
3	965	2.4%
4	488	1.2%
5	246	0.6%
6	120	0.3%
7	78	0.2%
8	28	0.1%
9	14	< 0.1%

Value	Count	Frequency (%)
17	1	< 0.1%
14	2	< 0.1%
12	3	< 0.1%
11	4	< 0.1%
10	2	< 0.1%
9	14	< 0.1%
8	28	0.1%
7	78	0.2%
6	120	0.3%
5	246	0.6%

Hct
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	53
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.407204482

Minimum	0
Maximum	114
Zeros	2317
Zeros (%)	5.7%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	4
95-th percentile	10
Maximum	114
Range	114
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	3.443034322
Coefficient of variation (CV)	1.010515905
Kurtosis	49.85236302
Mean	3.407204482
Median Absolute Deviation (MAD)	1
Skewness	4.19296479
Sum	137433
Variance	11.85448534
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	10174	25.2%
1	8733	21.7%
3	5924	14.7%
4	3746	9.3%
5	2514	6.2%
0	2317	5.7%
6	1999	5.0%
7	1260	3.1%
8	982	2.4%
9	651	1.6%
Other values (43)	2036	5.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2317	5.7%
1	8733	21.7%
2	10174	25.2%
3	5924	14.7%
4	3746	9.3%
5	2514	6.2%
6	1999	5.0%
7	1260	3.1%
8	982	2.4%
9	651	1.6%

Value	Count	Frequency (%)
114	1	< 0.1%
61	1	< 0.1%
60	1	< 0.1%
59	1	< 0.1%
49	1	< 0.1%
48	1	< 0.1%
47	2	< 0.1%
46	2	< 0.1%
44	2	< 0.1%
43	1	< 0.1%

Hgb
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.840911345

Minimum	0
Maximum	102
Zeros	2448
Zeros (%)	6.1%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	8
Maximum	102
Range	102
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.699852978
Coefficient of variation (CV)	0.9503474942
Kurtosis	68.46219899
Mean	2.840911345
Median Absolute Deviation (MAD)	1
Skewness	4.569285511
Sum	114591
Variance	7.289206101
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
2	11760	29.2%
1	9822	24.4%
3	6339	15.7%
4	3541	8.8%
0	2448	6.1%
5	1939	4.8%
6	1501	3.7%
7	835	2.1%
8	668	1.7%
9	429	1.1%
Other values (32)	1054	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2448	6.1%
1	9822	24.4%
2	11760	29.2%
3	6339	15.7%
4	3541	8.8%
5	1939	4.8%
6	1501	3.7%
7	835	2.1%
8	668	1.7%
9	429	1.1%

Value	Count	Frequency (%)
102	1	< 0.1%
53	1	< 0.1%
44	1	< 0.1%
41	1	< 0.1%
38	1	< 0.1%
37	3	< 0.1%
35	1	< 0.1%
34	4	< 0.1%
33	5	< 0.1%
32	1	< 0.1%

PTT
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	34
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.132958152

Minimum	0
Maximum	105
Zeros	20098
Zeros (%)	49.8%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	2
95-th percentile	4
Maximum	105
Range	105
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.913979714
Coefficient of variation (CV)	1.689364882
Kurtosis	247.8086848
Mean	1.132958152
Median Absolute Deviation (MAD)	1
Skewness	7.737430076
Sum	45699
Variance	3.663318345
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=34)

Value	Count	Frequency (%)
0	20098	49.8%
1	9541	23.7%
2	5069	12.6%
3	2421	6.0%
4	1238	3.1%
5	787	2.0%
6	440	1.1%
7	279	0.7%
8	148	0.4%
9	90	0.2%
Other values (24)	225	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	20098	49.8%
1	9541	23.7%
2	5069	12.6%
3	2421	6.0%
4	1238	3.1%
5	787	2.0%
6	440	1.1%
7	279	0.7%
8	148	0.4%
9	90	0.2%

Value	Count	Frequency (%)
105	1	< 0.1%
44	1	< 0.1%
35	1	< 0.1%
31	1	< 0.1%
30	1	< 0.1%
29	4	< 0.1%
28	1	< 0.1%
27	1	< 0.1%
26	1	< 0.1%
24	2	< 0.1%

WBC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	39
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.465465093

Minimum	0
Maximum	83
Zeros	2625
Zeros (%)	6.5%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	6
Maximum	83
Range	83
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.233798842
Coefficient of variation (CV)	0.9060354772
Kurtosis	73.98345613
Mean	2.465465093
Median Absolute Deviation (MAD)	1
Skewness	4.973686524
Sum	99447
Variance	4.989857267
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
2	13103	32.5%
1	10741	26.6%
3	6467	16.0%
4	3249	8.1%
0	2625	6.5%
5	1385	3.4%
6	1088	2.7%
7	439	1.1%
8	412	1.0%
9	229	0.6%
Other values (29)	598	1.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2625	6.5%
1	10741	26.6%
2	13103	32.5%
3	6467	16.0%
4	3249	8.1%
5	1385	3.4%
6	1088	2.7%
7	439	1.1%
8	412	1.0%
9	229	0.6%

Value	Count	Frequency (%)
83	1	< 0.1%
52	1	< 0.1%
37	2	< 0.1%
35	1	< 0.1%
34	1	< 0.1%
33	2	< 0.1%
32	1	< 0.1%
31	2	< 0.1%
30	2	< 0.1%
29	2	< 0.1%

Fibrinogen
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.2539170964

Minimum	0
Maximum	90
Zeros	35821
Zeros (%)	88.8%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	90
Range	90
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.164592512
Coefficient of variation (CV)	4.586506889
Kurtosis	977.6917743
Mean	0.2539170964
Median Absolute Deviation (MAD)	0
Skewness	18.69767076
Sum	10242
Variance	1.356275718
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
0	35821	88.8%
1	2477	6.1%
2	929	2.3%
3	371	0.9%
4	260	0.6%
5	134	0.3%
6	126	0.3%
7	66	0.2%
8	45	0.1%
9	21	0.1%
Other values (19)	86	0.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	35821	88.8%
1	2477	6.1%
2	929	2.3%
3	371	0.9%
4	260	0.6%
5	134	0.3%
6	126	0.3%
7	66	0.2%
8	45	0.1%
9	21	0.1%

Value	Count	Frequency (%)
90	1	< 0.1%
32	1	< 0.1%
30	1	< 0.1%
29	1	< 0.1%
28	1	< 0.1%
24	2	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
21	1	< 0.1%
19	4	< 0.1%

Platelets
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	35
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.286022412

Minimum	0
Maximum	109
Zeros	2577
Zeros (%)	6.4%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	109
Range	109
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.949893974
Coefficient of variation (CV)	0.8529636299
Kurtosis	246.8492044
Mean	2.286022412
Median Absolute Deviation (MAD)	1
Skewness	7.33286181
Sum	92209
Variance	3.802086511
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=35)

Value	Count	Frequency (%)
2	13508	33.5%
1	11356	28.2%
3	7005	17.4%
4	2810	7.0%
0	2577	6.4%
5	1231	3.1%
6	677	1.7%
7	364	0.9%
8	251	0.6%
9	163	0.4%
Other values (25)	394	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2577	6.4%
1	11356	28.2%
2	13508	33.5%
3	7005	17.4%
4	2810	7.0%
5	1231	3.1%
6	677	1.7%
7	364	0.9%
8	251	0.6%
9	163	0.4%

Value	Count	Frequency (%)
109	1	< 0.1%
35	1	< 0.1%
33	1	< 0.1%
32	1	< 0.1%
31	2	< 0.1%
30	1	< 0.1%
28	2	< 0.1%
27	1	< 0.1%
26	2	< 0.1%
25	2	< 0.1%

Age
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

Gender
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

Unit1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	234
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.31044228

Minimum	0
Maximum	336
Zeros	15617
Zeros (%)	38.7%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	21
Q3	41
95-th percentile	55
Maximum	336
Range	336
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	25.09279698
Coefficient of variation (CV)	1.076461642
Kurtosis	19.06781227
Mean	23.31044228
Median Absolute Deviation (MAD)	21
Skewness	2.520636771
Sum	940250
Variance	629.6484602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15617	38.7%
36	847	2.1%
39	827	2.1%
41	806	2.0%
40	789	2.0%
38	770	1.9%
43	763	1.9%
37	753	1.9%
42	729	1.8%
44	696	1.7%
Other values (224)	17739	44.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15617	38.7%
8	215	0.5%
9	137	0.3%
10	136	0.3%
11	125	0.3%
12	159	0.4%
13	196	0.5%
14	236	0.6%
15	309	0.8%
16	356	0.9%

Value	Count	Frequency (%)
336	4	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
310	2	< 0.1%
307	1	< 0.1%
300	1	< 0.1%

Unit2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	234
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	23.31044228

Minimum	0
Maximum	336
Zeros	15617
Zeros (%)	38.7%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	21
Q3	41
95-th percentile	55
Maximum	336
Range	336
Interquartile range (IQR)	41

Descriptive statistics

Standard deviation	25.09279698
Coefficient of variation (CV)	1.076461642
Kurtosis	19.06781227
Mean	23.31044228
Median Absolute Deviation (MAD)	21
Skewness	2.520636771
Sum	940250
Variance	629.6484602
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	15617	38.7%
36	847	2.1%
39	827	2.1%
41	806	2.0%
40	789	2.0%
38	770	1.9%
43	763	1.9%
37	753	1.9%
42	729	1.8%
44	696	1.7%
Other values (224)	17739	44.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	15617	38.7%
8	215	0.5%
9	137	0.3%
10	136	0.3%
11	125	0.3%
12	159	0.4%
13	196	0.5%
14	236	0.6%
15	309	0.8%
16	356	0.9%

Value	Count	Frequency (%)
336	4	< 0.1%
335	2	< 0.1%
334	1	< 0.1%
333	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
310	2	< 0.1%
307	1	< 0.1%
300	1	< 0.1%

HospAdmTime
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	274
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48180286

Minimum	0
Maximum	336
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	0
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	336
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79622333
Coefficient of variation (CV)	0.5923896918
Kurtosis	42.41937911
Mean	38.48180286
Median Absolute Deviation (MAD)	11
Skewness	4.840224264
Sum	1552202
Variance	519.6677983
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (264)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1	< 0.1%
8	327	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

ICULOS
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

SepsisLabel
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

Sepsis
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

Hours
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	273
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.48200119

Minimum	8
Maximum	336
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	315.2 KiB

Quantile statistics

Minimum	8
5-th percentile	14
Q1	24
median	38
Q3	47
95-th percentile	58
Maximum	336
Range	328
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	22.79592332
Coefficient of variation (CV)	0.5923788425
Kurtosis	42.42147962
Mean	38.48200119
Median Absolute Deviation (MAD)	11
Skewness	4.840449261
Sum	1552210
Variance	519.6541201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
36	1364	3.4%
39	1362	3.4%
38	1323	3.3%
40	1285	3.2%
41	1271	3.2%
37	1223	3.0%
43	1210	3.0%
42	1193	3.0%
44	1143	2.8%
45	1089	2.7%
Other values (263)	27873	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8	328	0.8%
9	236	0.6%
10	221	0.5%
11	234	0.6%
12	285	0.7%
13	350	0.9%
14	412	1.0%
15	536	1.3%
16	601	1.5%
17	721	1.8%

Value	Count	Frequency (%)
336	10	< 0.1%
335	3	< 0.1%
334	2	< 0.1%
333	1	< 0.1%
330	1	< 0.1%
328	1	< 0.1%
327	1	< 0.1%
326	1	< 0.1%
320	1	< 0.1%
318	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	1	49	44	10	42	42	0	50	7	2	4	7	6	4	1	2	1	2	2	2	2	0	2	2	2	1	2	2	0	2	0	2	54	54	0	0	54	54	54	54	54
1	2	22	22	6	15	22	15	19	0	1	0	0	0	0	0	1	0	1	1	1	1	0	1	1	1	0	1	1	0	1	0	1	23	23	23	23	23	23	23	23	23
2	3	45	44	16	45	45	42	45	2	3	7	3	2	0	0	3	0	3	3	3	3	0	3	3	4	0	4	3	2	3	0	3	48	48	48	48	48	48	48	48	48
3	4	27	27	6	26	26	14	26	2	2	0	3	2	3	0	2	0	1	2	2	3	0	2	1	3	0	2	1	2	1	0	2	29	29	29	29	29	29	29	29	29
4	5	24	21	9	24	17	0	21	0	3	0	0	0	0	3	3	3	3	3	3	3	0	3	3	3	3	3	3	2	3	0	3	48	48	48	48	48	48	48	48	48
5	6	16	16	5	15	15	0	6	1	1	2	1	1	0	0	1	0	0	1	1	3	1	0	0	1	0	1	1	0	1	0	1	17	17	17	17	17	17	17	17	17
6	7	44	44	14	44	44	43	44	5	6	13	5	5	0	1	6	1	6	6	6	6	2	6	6	6	1	6	5	5	5	0	6	45	45	45	45	45	45	45	45	45
7	8	38	36	11	38	38	38	38	14	11	0	14	8	0	0	11	0	4	11	6	7	10	7	4	12	0	6	6	0	6	0	3	40	40	0	0	40	40	40	40	40
8	9	238	238	112	238	238	225	238	47	21	77	47	47	12	0	19	0	17	19	19	36	24	18	18	35	0	33	27	14	17	6	19	258	258	0	0	258	258	258	258	258
9	10	23	23	21	23	23	23	23	4	2	7	4	4	3	0	2	0	0	3	2	3	1	1	0	3	0	3	2	1	2	0	2	23	23	23	23	23	23	23	23	23

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	EtCO2	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Creatinine	Bilirubin_direct	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	TroponinI	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
40326	119991	23	22	23	23	23	23	19	3	0	0	0	0	0	1	0	1	1	0	11	0	1	0	1	0	0	1	1	0	1	0	1	25	25	25	25	25	25	25	25	25
40327	119992	40	40	11	40	40	40	39	0	0	0	0	0	0	1	0	1	1	0	6	0	1	1	1	0	1	1	1	0	1	0	1	41	41	41	41	41	41	41	41	41
40328	119993	7	7	6	6	3	6	8	0	0	0	0	0	0	1	0	1	1	0	1	0	1	1	1	0	2	1	1	0	1	0	1	21	21	0	0	21	21	21	21	21
40329	119994	41	41	41	41	41	41	40	9	5	6	6	6	0	3	0	7	3	0	24	6	3	1	8	0	0	2	2	0	2	0	2	42	42	42	42	42	42	42	42	42
40330	119995	41	41	10	41	41	41	41	0	0	0	0	0	0	1	0	1	1	0	7	0	1	1	1	0	0	1	1	0	1	1	1	42	42	42	42	42	42	42	42	42
40331	119996	46	46	10	45	44	45	34	0	0	0	0	0	1	2	1	2	2	0	2	0	2	0	2	1	2	1	1	0	1	0	1	48	48	0	0	48	48	48	48	48
40332	119997	24	24	3	24	24	24	13	1	0	0	0	0	1	2	1	2	2	1	2	0	2	1	2	1	1	2	2	1	2	0	2	25	25	0	0	25	25	25	25	25
40333	119998	42	43	12	38	38	38	38	0	0	0	0	0	1	2	1	2	2	0	2	0	1	1	2	1	0	3	7	0	3	0	3	49	49	49	49	49	49	49	49	49
40334	119999	18	18	5	18	18	18	18	0	0	0	0	0	2	2	2	2	2	0	2	0	0	0	2	2	0	3	3	0	2	0	2	20	20	20	20	20	20	20	20	20
40335	120000	33	33	7	33	33	33	31	0	0	0	0	0	1	2	1	2	2	1	10	0	1	1	2	1	0	2	2	1	2	0	2	35	35	0	0	35	35	35	35	35

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Missing values

Sample

First rows

Last rows

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	1	49	44	10	42	42	0	50	7	2	4	7	6	4	1	2	1	2	2	2	2	0	2	2	2	1	2	2	0	2	0	2	54	54	0	0	54	54	54	54	54
1	2	22	22	6	15	22	15	19	0	1	0	0	0	0	0	1	0	1	1	1	1	0	1	1	1	0	1	1	0	1	0	1	23	23	23	23	23	23	23	23	23
2	3	45	44	16	45	45	42	45	2	3	7	3	2	0	0	3	0	3	3	3	3	0	3	3	4	0	4	3	2	3	0	3	48	48	48	48	48	48	48	48	48
3	4	27	27	6	26	26	14	26	2	2	0	3	2	3	0	2	0	1	2	2	3	0	2	1	3	0	2	1	2	1	0	2	29	29	29	29	29	29	29	29	29
4	5	24	21	9	24	17	0	21	0	3	0	0	0	0	3	3	3	3	3	3	3	0	3	3	3	3	3	3	2	3	0	3	48	48	48	48	48	48	48	48	48
5	6	16	16	5	15	15	0	6	1	1	2	1	1	0	0	1	0	0	1	1	3	1	0	0	1	0	1	1	0	1	0	1	17	17	17	17	17	17	17	17	17
6	7	44	44	14	44	44	43	44	5	6	13	5	5	0	1	6	1	6	6	6	6	2	6	6	6	1	6	5	5	5	0	6	45	45	45	45	45	45	45	45	45
7	8	38	36	11	38	38	38	38	14	11	0	14	8	0	0	11	0	4	11	6	7	10	7	4	12	0	6	6	0	6	0	3	40	40	0	0	40	40	40	40	40
8	9	238	238	112	238	238	225	238	47	21	77	47	47	12	0	19	0	17	19	19	36	24	18	18	35	0	33	27	14	17	6	19	258	258	0	0	258	258	258	258	258
9	10	23	23	21	23	23	23	23	4	2	7	4	4	3	0	2	0	0	3	2	3	1	1	0	3	0	3	2	1	2	0	2	23	23	23	23	23	23	23	23	23

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	1	49	44	10	42	42	0	50	7	2	4	7	6	4	1	2	1	2	2	2	2	0	2	2	2	1	2	2	0	2	0	2	54	54	0	0	54	54	54	54	54
1	2	22	22	6	15	22	15	19	0	1	0	0	0	0	0	1	0	1	1	1	1	0	1	1	1	0	1	1	0	1	0	1	23	23	23	23	23	23	23	23	23
2	3	45	44	16	45	45	42	45	2	3	7	3	2	0	0	3	0	3	3	3	3	0	3	3	4	0	4	3	2	3	0	3	48	48	48	48	48	48	48	48	48
3	4	27	27	6	26	26	14	26	2	2	0	3	2	3	0	2	0	1	2	2	3	0	2	1	3	0	2	1	2	1	0	2	29	29	29	29	29	29	29	29	29
4	5	24	21	9	24	17	0	21	0	3	0	0	0	0	3	3	3	3	3	3	3	0	3	3	3	3	3	3	2	3	0	3	48	48	48	48	48	48	48	48	48
5	6	16	16	5	15	15	0	6	1	1	2	1	1	0	0	1	0	0	1	1	3	1	0	0	1	0	1	1	0	1	0	1	17	17	17	17	17	17	17	17	17
6	7	44	44	14	44	44	43	44	5	6	13	5	5	0	1	6	1	6	6	6	6	2	6	6	6	1	6	5	5	5	0	6	45	45	45	45	45	45	45	45	45
7	8	38	36	11	38	38	38	38	14	11	0	14	8	0	0	11	0	4	11	6	7	10	7	4	12	0	6	6	0	6	0	3	40	40	0	0	40	40	40	40	40
8	9	238	238	112	238	238	225	238	47	21	77	47	47	12	0	19	0	17	19	19	36	24	18	18	35	0	33	27	14	17	6	19	258	258	0	0	258	258	258	258	258
9	10	23	23	21	23	23	23	23	4	2	7	4	4	3	0	2	0	0	3	2	3	1	1	0	3	0	3	2	1	2	0	2	23	23	23	23	23	23	23	23	23

	PatientID	HR	O2Sat	Temp	SBP	MAP	DBP	Resp	BaseExcess	HCO3	FiO2	pH	PaCO2	SaO2	AST	BUN	Alkalinephos	Calcium	Chloride	Creatinine	Glucose	Lactate	Magnesium	Phosphate	Potassium	Bilirubin_total	Hct	Hgb	PTT	WBC	Fibrinogen	Platelets	Age	Gender	Unit1	Unit2	HospAdmTime	ICULOS	SepsisLabel	Sepsis	Hours
0	1	49	44	10	42	42	0	50	7	2	4	7	6	4	1	2	1	2	2	2	2	0	2	2	2	1	2	2	0	2	0	2	54	54	0	0	54	54	54	54	54
1	2	22	22	6	15	22	15	19	0	1	0	0	0	0	0	1	0	1	1	1	1	0	1	1	1	0	1	1	0	1	0	1	23	23	23	23	23	23	23	23	23
2	3	45	44	16	45	45	42	45	2	3	7	3	2	0	0	3	0	3	3	3	3	0	3	3	4	0	4	3	2	3	0	3	48	48	48	48	48	48	48	48	48
3	4	27	27	6	26	26	14	26	2	2	0	3	2	3	0	2	0	1	2	2	3	0	2	1	3	0	2	1	2	1	0	2	29	29	29	29	29	29	29	29	29
4	5	24	21	9	24	17	0	21	0	3	0	0	0	0	3	3	3	3	3	3	3	0	3	3	3	3	3	3	2	3	0	3	48	48	48	48	48	48	48	48	48
5	6	16	16	5	15	15	0	6	1	1	2	1	1	0	0	1	0	0	1	1	3	1	0	0	1	0	1	1	0	1	0	1	17	17	17	17	17	17	17	17	17
6	7	44	44	14	44	44	43	44	5	6	13	5	5	0	1	6	1	6	6	6	6	2	6	6	6	1	6	5	5	5	0	6	45	45	45	45	45	45	45	45	45
7	8	38	36	11	38	38	38	38	14	11	0	14	8	0	0	11	0	4	11	6	7	10	7	4	12	0	6	6	0	6	0	3	40	40	0	0	40	40	40	40	40
8	9	238	238	112	238	238	225	238	47	21	77	47	47	12	0	19	0	17	19	19	36	24	18	18	35	0	33	27	14	17	6	19	258	258	0	0	258	258	258	258	258
9	10	23	23	21	23	23	23	23	4	2	7	4	4	3	0	2	0	0	3	2	3	1	1	0	3	0	3	2	1	2	0	2	23	23	23	23	23	23	23	23	23